AI, BLOCKCHAIN ADOPTION AND THE KNOWLEDGE ECONOMY (FEAT. ORIGINTRAIL)
We're on the cusp of a new era, driven by the relentless advancements in Artificial Intelligence (AI). OriginTrail co-founders Žiga Drev and Tomaz Levak break down the importance of knowledge verifiability in the era of AI hallucinations, plus much more. Artificial intelligence (AI), large language models (LLMs) and machine learning have infiltrated just about every aspect of our technology-connected lives. Tools like ChatGPT offer an array of helpful utilities, but they also come with aBut as AI becomes more integrated into our lives, questions around data integrity, transparency, and trust are paramount. With OriginTrail, users can create knowledge assets on the DKG that they will be able to leverage and extract value from in a similar way to how tokens can be leveraged in decentralized finance today, according to Levak and Drev. As adoption of the @origin_trail DKG continues to expand, so does the count of AI-readyThe emergence of AI ""hallucinations"" – instances where AI generates false or misleading information – highlights the urgent need for a verifiable foundation of knowledge.This is where blockchain technology, particularly decentralized knowledge graphs (DKGs), comes into play, offering a potent solution for building a more reliable and trustworthy AI ecosystem.The concept of a knowledge economy, where knowledge itself is a valuable asset, is gaining traction, powered by innovations like OriginTrail. The 2025 Decentralized Knowledge Graph Convention saw experts from AI, blockchain and knowledge graphs converge to promote trust and safety in artificial intelligence. 1647 PodcastThis ecosystem, built upon a unique Decentralized Knowledge Graph and NeuroWeb blockchain, is positioning itself as a key player in organizing trusted, AI-ready Knowledge Assets. OriginTrail is a decentralized ecosystem that combines blockchain and knowledge graph technologies to organize trusted, AI-ready knowledge assets. Through its Decentralized Knowledge Graph (DKG), it empowers transparency and trust across industries such as supply chain, healthcare, and the metaverse.Imagine an internet where information is trustworthy, easily verifiable, and keeps humans in the loop. The Agenda podcast explores the promises of crypto, blockchain and Web3, and how everyday people level up and improve their lives with these new te The Agenda Podcast: Decoding Crypto Total duration: 31 h 42 minThis is the vision driving the convergence of AI, blockchain, and the knowledge economy, and OriginTrail is at the forefront.
Understanding the Knowledge Economy and its Future
The knowledge economy represents a significant shift in how we create, distribute, and leverage information.Instead of relying solely on physical resources or capital, the knowledge economy values expertise, data, and insights.This new paradigm is fueled by the increasing accessibility of information and the ability to process and analyze vast amounts of data through AI. As the pathologies of the state-of-the-art AI solutions become more evident, the demand for trustworthy AI solutions being developed at the intersection of Web3 and AI grows. OriginTrail is determined to continue to lead that charge by driving mainstream adoption of this critical infrastructure to enable a safe internet in the age of AI.But with this abundance of information comes the challenge of verifying its accuracy and combating misinformation. OriginTrail Decentralized Knowledge Graph (DKG), together with NeuroWeb (the AI tailored blockchain) is surfacing as one of the key components of the symbolic AI branch, enhancing knowledgeWhat role can technologies play in navigating this landscape?
The Role of Blockchain in the Knowledge Economy
Blockchain technology provides a crucial foundation for the knowledge economy by ensuring data integrity and transparency.Its inherent immutability makes it incredibly difficult to tamper with information stored on the blockchain, providing a verifiable record of data provenance and authenticity.This is particularly important in the context of AI, where algorithms rely on massive datasets that must be trustworthy.
- Data Integrity: Blockchain's immutability guarantees that data remains unchanged, fostering trust in AI applications.
- Transparency: Blockchain provides a clear audit trail, allowing users to trace the origin and history of information.
- Decentralization: By distributing data across a network, blockchain eliminates single points of failure and reduces the risk of manipulation.
OriginTrail: Pioneering a Verifiable Internet for AI
OriginTrail is an ecosystem dedicated to building a sustainable global economy by organizing trusted AI-ready Knowledge Assets. Moreover, Starfleet Chain is offering a blockchain environment for the OriginTrail Knowledge Economy and knowledge tools in addition to bringing further utility to the TRAC token. The Trace Alliance Decentralization and Tokenomics Working Group s second working project is known as the Polkadot initiative .Leveraging its unique Decentralized Knowledge Graph (DKG) and NeuroWeb blockchain, it delivers AI-powered semantic search to enterprises and individuals worldwide.Imagine being able to trace the origin of data used to train an AI model, or verify the authenticity of information generated by an AI chatbot. OriginTrail is an ecosystem dedicated to building a sustainable global economy by organizing trusted AI-ready Knowledge Assets. Utilizing its unique Decentralized Knowledge Graph and NeuroWeb blockchain, it delivers AI-powered semantic search to enterprises and individuals worldwide.This is the power that OriginTrail seeks to unlock.
As OriginTrail co-founders Žiga Drev and Tomaz Levak discussed on *The Agenda Podcast*, the project aims to create a verifiable internet, where information is trustworthy, easy to check, and keeps humans in the loop.It achieves this by organizing all human knowledge in a Decentralized Knowledge Graph (DKG), enabling a collective neuro-symbolic AI.
The Decentralized Knowledge Graph (DKG)
At the heart of OriginTrail's ecosystem is the Decentralized Knowledge Graph (DKG), a network of interconnected data points representing knowledge assets. OriginTrail co-founders Žiga Drev and Tomaz Levak break down the importance of knowledge verifiability in the era of AI hallucinations, plus much more. OriginTrail on AI, real-world adoption andUnlike traditional knowledge graphs that are centralized and often controlled by a single entity, the DKG is decentralized and permissionless, allowing anyone to contribute and access information.
The DKG leverages three key layers in its neuro-symbolic AI stack:
- Trust Layer: Leveraging blockchain for data integrity.
- Knowledge Base Layer: Leveraging symbolic AI for superior knowledge organization and reasoning.
- Application Layer: Enabling AI-powered applications that consume and utilize the knowledge stored in the DKG.
With OriginTrail, users can create knowledge assets on the DKG that they will be able to leverage and extract value from, similar to how tokens can be leveraged in decentralized finance today, according to Levak and Drev. Public nodes; Tutorials; Test token faucet; Development principles; Community created resources; Linked data knowledge graphs; Available networks, network details and RPCsAs adoption of the OriginTrail DKG continues to expand, so does the count of AI-ready assets, creating a virtuous cycle of knowledge growth and innovation.
NeuroWeb: The AI-Tailored Blockchain
To support the DKG's growth and functionality, OriginTrail launched NeuroWeb, a tailored Layer 1 blockchain designed specifically for the Decentralized Knowledge Graph. AI systems depend on massive datasets to function effectively. However, unreliable or biased data can lead to inaccurate decisions. Addressing these issues requires a foundation of trustworthy and verifiable information. Enter OriginTrail, an ecosystem dedicated to organizing trusted, AI-ready Knowledge Assets to build a sustainable global economy.Secured by Polkadot and governed by the OriginTrail community, NeuroWeb is built for connectivity across the Ethereum and Polkadot ecosystems through EVM compatibility.It is fueled by the utility token NEURO.
NeuroWeb's key features include:
- EVM Compatibility: Enables seamless integration with Ethereum-based applications.
- Polkadot Security: Leverages Polkadot's robust security infrastructure for enhanced data integrity.
- Community Governance: Empowers the OriginTrail community to participate in the network's development and governance.
Combating AI Misinformation with Blockchain
The rise of AI has brought about unprecedented capabilities, but it has also introduced new challenges, particularly the spread of misinformation.AI models, especially large language models (LLMs), are prone to generating false or misleading information, often referred to as ""AI hallucinations."" This poses a serious threat to trust and credibility in various sectors.
How can blockchain help combat AI misinformation?
By providing a verifiable and transparent record of data provenance, blockchain can help ensure that AI models are trained on trustworthy information.OriginTrail's DKG, in particular, offers a powerful tool for verifying the authenticity of data used in AI applications.The co-founders Žiga Drev and Tomaz Levak have repeatedly emphasized the importance of knowledge verifiability in the era of AI hallucinations.
Practical Examples of Blockchain Combating AI Misinformation
- Supply Chain Verification: Blockchain can track the origin and authenticity of products, preventing counterfeit goods from entering the supply chain and potentially polluting AI training datasets.
- Healthcare Data Integrity: Blockchain can ensure the accuracy and security of patient data, preventing the spread of misinformation in medical research and diagnosis.
- Content Authenticity: Blockchain can verify the origin and authenticity of digital content, combating the spread of deepfakes and other forms of AI-generated misinformation.
Real-World Adoption and Enterprise Use Cases
One of the biggest challenges facing blockchain technology is achieving real-world adoption beyond the crypto bubble.However, OriginTrail is actively addressing this challenge by focusing on enterprise use cases and demonstrating the practical value of its DKG.
Several industries are already exploring the potential of OriginTrail's DKG, including:
- Supply Chain Management: Improving transparency and traceability throughout the supply chain, reducing counterfeiting and enhancing efficiency.
- Healthcare: Securing patient data and enabling interoperability between healthcare providers.
- Pharmaceuticals: Tracking the origin and authenticity of drugs, preventing the distribution of counterfeit medications.
The Starfleet Blockchain and TRAC Token Utility
Further enhancing the OriginTrail ecosystem is the Starfleet Chain, a blockchain environment designed for the OriginTrail Knowledge Economy.It brings further utility to the TRAC token, the native token of the OriginTrail network, and allows it to be used as a parallel consensus solution that reduces the barrier to entry.The Trace Alliance Decentralization and Tokenomics Working Group's Polkadot initiative is a core element of this.
The Agenda Podcast: Decoding Crypto and the Future of Knowledge
The *Agenda Podcast*, brought to you by Cointelegraph, has been instrumental in highlighting the importance of knowledge verifiability in the age of AI. In late 2025, the Turing phase introduced DKG V6 and the AI-aligned ChatDKG, addressing the trust gap in generative AI. By 2025, OriginTrail launched its NeuroWeb blockchain to support the expansion of the knowledge graph across EVM chains. As of April 2025, the Metcalfe phase is ongoing, centered around DKG V8 and decentralized AI verifiability.Hosted by Ray Salmond and Jonathan DeYoung, the podcast features interviews with industry experts, including OriginTrail co-founders Žiga Drev and Tomaz Levak, discussing real-world crypto adoption, the role of blockchain in combating AI misinformation, and the future of the knowledge economy.The conversation with OriginTrail leaders breaks down the vital need for reliable knowledge in a world increasingly influenced by artificial intelligence.
The podcast has also featured conversations with other thought leaders, such as Cherie Hu, founder of Water & Music, who discussed the impact of new technologies on the music industry and how creators can leverage research-based methodologies. OriginTrail co-founders Žiga Drev and Tomaz Levak join The Agenda to discuss real-world and enterprise crypto adoption, how blockchain can help combat artificial intelligence misinformation, andThese discussions underscore the importance of knowledge and innovation in driving progress across various sectors.
DKG Nodes and Contributing to the Knowledge Economy
Anyone can participate in the global knowledge marketplace through DKG nodes on their devices.These nodes allow you to monetize your knowledge, under your control, in the way you decide.Edge Nodes, formerly called light nodes, are capable of running trusted AI agents, contributing to network capacity, robustness, and shared knowledge.The public nodes, tutorials, and test token faucet make it easy to get involved and contribute to the shared knowledge base.
By running a node, you can contribute to:
- Network capacity
- Network robustness
- The shared knowledge base
The Future of AI and the Verifiable Internet
The convergence of AI, blockchain, and the knowledge economy is paving the way for a verifiable internet, where information is trustworthy, transparent, and accessible to all. OriginTrail co-founders Žiga Drev and Tomaz Levak join The Agenda to discuss real-world and enterprise crypto adoption, how blockchain can help combat artificial intelligence misinformation, and why the knowledge economy may be the future of the internet. br/ br/ The Agenda is brought to you by Cointelegraph and hosted/produced by Ray Salmond and Jonathan DeYoung.OriginTrail is at the forefront of this movement, driving mainstream adoption of its DKG and NeuroWeb blockchain.
The 2025 Decentralized Knowledge Graph Convention saw experts from AI, blockchain, and knowledge graphs converge to promote trust and safety in artificial intelligence, a testament to the growing recognition of the importance of this field.
Addressing Challenges and Embracing Opportunities
Both the opportunities and challenges of this knowledge revolution are showing the need for convergence between Crypto, Internet, and AI in a Verifiable Internet for AI proposed by OriginTrail. The open-source OriginTrail Decentralized Knowledge Graph (DKG) leverages three key layers in its neuro-symbolic AI stack: 1. Trust layer Leveraging blockchain for data integrity; 2. The knowledge base layer Leveraging symbolic AI for superior knowledge organization and reasoning, 3.As the pathologies of state-of-the-art AI solutions become more evident, the demand for trustworthy AI solutions being developed at the intersection of Web3 and AI grows.
Conclusion: Embracing a Trustworthy AI Future
The future of AI depends on our ability to build a trustworthy foundation of knowledge.Blockchain technology, particularly decentralized knowledge graphs like OriginTrail's DKG, offer a powerful solution for ensuring data integrity, transparency, and verifiability.By embracing these technologies, we can unlock the full potential of AI while mitigating the risks of misinformation and bias. OriginTrail seeks to form the basis for the building of a verifiable internet built with AI. The project brings together blockchain technology and semantic knowledge graphs in order to create a safe, decentralized, and interoperable knowledge economy, thus innovating the supply chain management, health sectors, and areas of artificial intelligence.As the knowledge economy continues to evolve, OriginTrail stands ready to lead the charge, driving mainstream adoption of its DKG and shaping a future where knowledge is truly a force for good.Are you ready to participate in the creation of a verifiable and trustworthy AI-powered future? OriginTrail is an ecosystem dedicated to making the global economy work sustainably by enabling a universe of AI-ready Knowledge Assets, allowing anyone to take part in trusted knowledge sharingExplore OriginTrail's ecosystem and discover how you can contribute to the knowledge economy.
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